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Bibliographic Details
Main Authors:	Frey, Markus, Shomali, Behzad, Bashir, Ali Hamza, Berghaus, David, Koehler, Joachim, Ali, Mehdi
Format:	Preprint
Published:	2026
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2603.08391
Tags:	Add Tag No Tags, Be the first to tag this record!

A Dual-Path Architecture for Scaling Compute and Capacity in LLMs
by: Frey, Markus, et al.
Published: (2026)

Domain-Adaptation through Synthetic Data: Fine-Tuning Large Language Models for German Law
by: Bashir, Ali Hamza, et al.
Published: (2026)

Code-Switched Language Identification is Harder Than You Think
by: Burchell, Laurie, et al.
Published: (2024)

Think Multilingual, Not Harder: A Data-Efficient Framework for Teaching Reasoning Models to Code-Switch
by: Lin, Eleanor M., et al.
Published: (2026)

Once Upon a Time: Interactive Learning for Storytelling with Small Language Models
by: Martins, Jonas Mayer, et al.
Published: (2025)

Think Less, Know More: State-Aware Reasoning Compression with Knowledge Guidance for Efficient Reasoning
by: Sui, Yi, et al.
Published: (2026)

Harder Tasks Need More Experts: Dynamic Routing in MoE Models
by: Huang, Quzhe, et al.
Published: (2024)

The Harder The Better: Maintaining Supervised Fine-tuning Generalization with Less but Harder Data
by: Shang, Zhaoyang, et al.
Published: (2025)

Think Beyond Size: Adaptive Prompting for More Effective Reasoning
by: R, Kamesh
Published: (2024)

The Zero-Step Thinking: An Empirical Study of Mode Selection as Harder Early Exit in Reasoning Models
by: Tan, Yuqiao, et al.
Published: (2025)

Memory-Efficient Looped Transformer: Decoupling Compute from Memory in Looped Language Models
by: Vendrell, Victor Conchello, et al.
Published: (2026)

Do We Know What LLMs Don't Know? A Study of Consistency in Knowledge Probing
by: Zhao, Raoyuan, et al.
Published: (2025)

Inner Thinking Transformer: Leveraging Dynamic Depth Scaling to Foster Adaptive Internal Thinking
by: Chen, Yilong, et al.
Published: (2025)

Loop, Think, & Generalize: Implicit Reasoning in Recurrent-Depth Transformers
by: Kohli, Harsh, et al.
Published: (2026)

What Large Language Models Know and What People Think They Know
by: Steyvers, Mark, et al.
Published: (2024)

MirrorStories: Reflecting Diversity through Personalized Narrative Generation with Large Language Models
by: Yunusov, Sarfaroz, et al.
Published: (2024)

Can Thinking Models Think to Detect Hateful Memes?
by: Kmainasi, Mohamed Bayan, et al.
Published: (2026)

LLMs Know More About Numbers than They Can Say
by: Yuchi, Fengting, et al.
Published: (2026)

Using Perspectival Words Is Harder Than Vocabulary Words for Humans and Even More So for Multimodal Language Models
by: Dong, Dota Tianai, et al.
Published: (2025)

S2D: Sorted Speculative Decoding For More Efficient Deployment of Nested Large Language Models
by: Kavehzadeh, Parsa, et al.
Published: (2024)

UrduBench: An Urdu Reasoning Benchmark using Contextually Ensembled Translations with Human-in-the-Loop
by: Shafique, Muhammad Ali, et al.
Published: (2026)

Know More, Know Clearer: A Meta-Cognitive Framework for Knowledge Augmentation in Large Language Models
by: Chen, Hao, et al.
Published: (2026)

To Know is to Construct: Schema-Constrained Generation for Agent Memory
by: Zheng, Lei, et al.
Published: (2026)

Think Before You Act: Decision Transformers with Working Memory
by: Kang, Jikun, et al.
Published: (2023)

EchoAtt: Attend, Copy, then Adjust for More Efficient Large Language Models
by: Rajabzadeh, Hossein, et al.
Published: (2024)

Reasoning Gets Harder for LLMs Inside A Dialogue
by: Kartáč, Ivan, et al.
Published: (2026)

Multi-Modal Vision vs. Text-Based Parsing: Benchmarking LLM Strategies for Invoice Processing
by: Berghaus, David, et al.
Published: (2025)

Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking
by: Cheng, Xiaoxue, et al.
Published: (2025)

Overtrained Language Models Are Harder to Fine-Tune
by: Springer, Jacob Mitchell, et al.
Published: (2025)

Thinking Out Loud: Do Reasoning Models Know When They're Right?
by: Zeng, Qingcheng, et al.
Published: (2025)

Towards More Standardized AI Evaluation: From Models to Agents
by: Filali, Ali El, et al.
Published: (2026)

Memory Dial: A Training Framework for Controllable Memorization in Language Models
by: Zhang, Xiangbo, et al.
Published: (2026)

"Knowing When You Don't Know": A Multilingual Relevance Assessment Dataset for Robust Retrieval-Augmented Generation
by: Thakur, Nandan, et al.
Published: (2023)

GenKnowSub: Improving Modularity and Reusability of LLMs through General Knowledge Subtraction
by: Bagherifard, Mohammadtaha, et al.
Published: (2025)

Do LLMs Know They Are Being Tested? Evaluation Awareness and Incentive-Sensitive Failures in GPT-OSS-20B
by: Ahmed, Nisar, et al.
Published: (2025)

STALE: Can LLM Agents Know When Their Memories Are No Longer Valid?
by: Chao, Hanxiang, et al.
Published: (2026)

Think Right, Not More: Test-Time Scaling for Numerical Claim Verification
by: Chungkham, Primakov, et al.
Published: (2025)

Sustained Vowels for Pre- vs Post-Treatment COPD Classification
by: Triantafyllopoulos, Andreas, et al.
Published: (2024)

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// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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